This is an R Markdown Notebook. When you execute code within the notebook, the results appear beneath the code.

Try executing this chunk by clicking the Run button within the chunk or by placing your cursor inside it and pressing Cmd+Shift+Enter.

ggplotly(ggplot(data=data) + 
        geom_point(aes(x = water_mm, y = concentration_ueq, color = water_year, frame = framey), alpha = 0.8) +
        labs(y = ""))
Ignoring unknown aesthetics: frameWe recommend that you use the dev version of ggplot2 with `ggplotly()`
Install it with: `devtools::install_github('hadley/ggplot2')`
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